{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using `matplotlib`'s color maps\n",
    "Colour is an important part of any figure and `matplotlib`'s `cmap`s handle that automatically. In theory at least, but everytime I need them end up trawling through stack overflow trying to get it work.\n",
    "\n",
    "As a gift for future me, here are simple demos of common uses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set up\n",
    "Using the iris dataset from seaborn for demo.\n",
    "Convert `species` into a pandas `category`, this makes it\n",
    "easier to convert it into a numeric code to pass to colour maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import Normalize\n",
    "from matplotlib import cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "iris = sns.load_dataset('iris')\n",
    "iris.species = pd.Categorical(iris.species)\n",
    "\n",
    "iris_mean = iris.groupby(\"species\")['sepal_width'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `cmap`\n",
    "Most `matplotlib` plot types take a `cmap` argument which makes mapping\n",
    "numeric values to colour easy. Named colour maps are easy to access \n",
    "once you've imported `matplotlib.cm`, e.g. `cm.coolwarm`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter map colour to value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(\n",
    "    x= iris.sepal_length,\n",
    "    y= iris.petal_length,\n",
    "    c= iris.sepal_width,\n",
    "    cmap= cm.viridis\n",
    ")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### scatter map colour to category\n",
    "If using a categorical colour map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(iris.sepal_length, iris.petal_length, c=cm.tab10(iris.species.cat.codes))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you use the `cmap` argument it will treat the colour scheme as continuous and select evenly spaced colours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lFnBsPEHZydO5DZ11IzWYte+TLp5bllj46MO1B330Wq/6FcrSvGymjC8W97iThFtCiqk2VNw0sGTidx2PmMlVKk/q7DvBuabskcv7e9HbUPgKonGR5EII0aRprdEFz+N/fIMLnKugdFlo/eS/gP8/uS5wbYaSn7w3x93gXpvCSKuwUbnLR6e+532lI0KUkYRKmQ32cXjtj0pExd+OSnzUq712boaSHwk0CFQX/BetS+smYFEv5LaIEKJpM/eBa0eQRha0Y0Gti1ZpM6fCJ3d/rO4+7Kd4tiilIPZiiLkASleBLgRr+3pJKipSllRUs2fRrsPuQloqyr04mLJXbez4EXcSEmD8iHkEnJvA1tN/G9GgSHIhhGjaqvWJWQEhfLKu7qdyP+2UskJU/5p3q0sAC0r5W4o8NMqSBpa0wI1C3HfRMMltESFE02bJAJUUpJEztFkNRgoYLeq2jzJal6ILXsM8NBp9oDf6QC/MrBvRJaHd1qk1Wx+Cry1iB2unSEQjIkSSCyFEk6ZUFMRegv8/h4Z7zIN9dAh9GBB9QZBWUe5CYSHQuhSddT067wlw7SrbaoJjHvroJeiiz0J6/1qJGgKW9vgdAIoBMZMiWwhM1DlJLoQQTZ6KvwlsA3Hf/qg4sNMCyo5K/j+UsoXWSemSIA1K0K5gBaqCKJwFJQtxlwyvOLvFBWh0zt1oMyu0PmpIKYVK/ieoOLwTjLLftbU7KuGPEY1J1D1JLoQQTZ5SdlTK/9xrmFg6ATb3rZLYi1Gpn6CiBoT0/qZZUo3kAsh/qtZ9aK3Rha/jf5E3DTjLyndHlrJ1R6V9CrHTQKUAVrC0RSXMQKW+LVctGiEZ0CmEEJTdHombioqbGv43D7hkfAWl60LopBhce4K0MdCl6+qlhLqyZKAS74HEe+qhdxFpklwIIUKmtYbSle6Tm5EMUSe5ZziEkWma4PgUSlaDJR1iL8Uw4gK/xrkfimaDLgL7KRj24WGNqdpU4DiPtQulzLgV962GIElMGEuZC+GPJBdCiJBox6/o3AfBtfXYRiMV4u9CxU4MSx9m4buQ+whQcmxj/tOY0WdhJD9Ttb1ZDFlT3QlPucJXMFUiJD+PYR8Ylriqy7C2xiQWKAzcMPrsWvehlA0dNRxKFhFoJVVlP73WfQhRXTLmQghRa7pkKTrryrLL/hWYR9C596ALZ4fch1n0MeTej1di4e4dij/HzLq+6osOn+WdWHhekgtZUzFL14ccV43FTArSwAKxV4bUhYq7Hv/TPi1g6Qj2U0PqQ4jqkORCCFFrOncm7pOZ7xOaznsSrYtC6yT30cDPO37AdB4ba2AWfQTm7gAvMCHnT6HFVBs6j8BLqLtQZrAxE4Ep+2BU0kzcszKMsq+yGRqWtqiUV+qsoJYQFUlyIYSoFe3c6l5zI1CBJF0Axd/Vug+zZJX7akMw+c8e+7ngf8HbO1fVOqba0NoBxZ8ReDyEBYrnhNyXipmISl/gXvQs+gyIPsc9lTbtc5QlI+T3F6I6ZMyFEKJ2XIeq0cgA82AIfWwN3gbc64N4fq5eHQfTLMQwYmsRVC2YOYAzSCOFdh0My0wOZUmH+BvrZVaIECDJhRCitoKtKQGACUbzEProUL12RssKPydVK6HxlVho134o+gDt3AYqHhV9BkQNdi8gFgojEfef20AJhgYjvepWbULJInTx16ALUNZO7oqWlhB+r0LUMUkuhBC1oqyd0NZe4FyH31sjKhbsp9W6DyOqL6ZKKBuvEED8bcd+jr0Scu8L3N7aq8omXfAqOu8vFbYodNFbYDsRmj2PMoKtP+KfUtHo6PFlt0b8zeQwUTHnecdkZqGzroPSFbjHTmj3jZX8f0LiA6jYS2odkxB1ScZcCCFqTSXeS9WS2RWej/8jKtRbDwn3Bn4+agSGNfNYnzHn4n8dizKxl3s91MVfudfj8AxONfEkAaXL0dm3ESoVPx1UjP/YYqairG2PxaQ1Oms6lK4u2+Lyik3nPoQu/j7kuISoC5JcCCFqTUWdhGr2X7C0qfREMirxkbBUuzRiL4CEP+PzQqt9DCT/13ub4zv8Xx0AMMrauGmt0fn/wv9MDheU/IwuXVOzwCtR1vaolLfA2r3SMzEQNx2VWGkGS+nvULoU//tioAueCykmIeqK3BYRQoRE2YdD2rdQ+ltZhc5mEDXEXU47TIy4qZgxl0DRe+7bMEYKxF2BYSRWaauLv8V9dcD/7Qcc36G1do+lMA+Ac2OQCCzo4m9Rtqq3U2rCvcbGR+jSteDc7L6SETUM5aPSqHZ8F3w/SlegzaMoIyWkuIQIN0kuhBAhU0pB1ECg7ipfGoYBcRcFb6gdBJweC7hP2C7ACrq4Gr0rwFGNdtWjbD3B1jNwI11M4LoY5e3CF5cQ4SLJhRAi4nTpGnTBq+D4AXCCtQ8q7nKwjw55ZoaydUM7vsF/TQnlLihVvvaJJcO99ocuCPCuTpS1a0hx1ZSydkMHm76qEsHwnrWjtQnFX6AL3wDnesAO0WNRcVegrJ3rLmAhKpAxF0KIiNJFn6GPTHLPnNC5oAuhdAk6ezo69zH3ImihiJlMsE/8KvayYz8re9lr/P05VO6TePSZocVVU9ETyhY887cvhntJeGXzbNHaROfchc650z3DRBeBznZPrz18LtqxIBKRCyHJhRAicrRrPzpnBl6zMQDPbYyiN8DxdUh9KEsLVOIjuE/KlWdmKIg6GWKneG+NvxWsXaj6J9ECWFDJf3cnIRGkjFhU0tN4lfD2MMDaCxV3k/fmoneh+NOyBxVvDbkAJzr7VrQZZFqvEGEgyYUQImJ04TsEHg9hoAteC7kfFTsZ1exViBqC55O/pTUq4R5Us+e8Pu0DKCMelfI2xN3kHizqfoH7Nk3qeyj7KSHHVBsq+jRUymywj8Lz59pIQ8Xfgkp5o8o0X13wKv6vdGj3lYyiOXUXsBBlZMyFECJySlcQOLkwfa9mWgvKPhRlH4rWJaBLQcUGHM+hjHhUwq3o+Fvc4y+UvUoSUh9UVD9U1H/QutQ9eFPF+dwPrYurUS7dQJeuQHFZkHZChEaSCyFEBFlxf7IOMK4ijKt2mmYhFH/hHtdhH4Gydgz6GqUUqPiwxRAuStkgYLJTzQvRSv7si7on/8qEEBGj7CPQJfMDtLBAVOi3IEzThJwbwTEPTyKTB6bRGlL+i2HtFHIfxxulotC2gVC6DP9Xh1yoqJMjGZZoomTMhRAicmLOd8+88Punx0TFXRV6P0cnlk1zrXSFxNwDh8/GdO4KvY/jkIq7Fv+JhQWMDIgeE8mQRBMlyYUQImKUkYBK+R+oBLwHHloAA5X4BCqqf0h9mEXfgnNtgBZOyJkRUh/HKxU9CpVwd9mj8ttLZb9nIwWV8r+wVk4Vwh+5LSKEiChl6wPp30HRR2jHPNAlEHUCKuYir4W7aq3g38HblC4LvZ/jlIq7GuynogtnQ+laUNGo6DEQfbbPMuNC1AVJLoQQEaeMRIibhoqbFv43Nw9Vo5HGNAsxQl2x9TilrJ2qLoQmRARJciGEaFxUPHCwGg2jq2zRZj4Uf4Z2bnNP+Yw+A2ULb9lvbRa4y3M7N7unx0aPca81IkQjIsmFEKJxiZ0CeY8HbmPp4l4IrQJd9DE65wHcC5RZAI0u+D+0fSwq+a8oFRNyaLr4K3TO3e6psVjL+vg3OuoUVPKzKOP4mwIrRG3IgE4hROMScxmo5MBtEh/weqgdC8rKkhfjnmHixFOe3PEtOjv0AaC6ZAk6+zZ3lUzw7qNkITr7ltDXVRHiOCHJhRCiUTEMA9K+BKOVj2etkPR3DPsQr606/1/4L5ttguMr922MEOj8/+C/gJgLShaGrTqpEPVNbosIIRodw5IKzedhlvwGhW+CLoaowRBzWdXbIa5DZWXJA7FA8VyIv7lW8Wgz3508BGRFF89FRfWrVR9CHE8kuRBCNFpG1IkQdWLgRrqgOu+ENguCLOQeqI+i4G2qHYsQxz9JLoRoQMz816Hgn6Bzy7bEQ/yNGPHX+myvdYl79kPhu+DaC0Y6KnYSRJ9XZUXNcluzjjJr5XK+374Vl6kZ3LoNl/XrT78WLetor4LT2gWOr921G5zbwEhGxZwLMRegjKTQ3tzSArDjHsjpT2m11iXxy0h2z2LR+QEauULro4zWGkoWoQvfhNLVoKIh+gxU7BSUpf6OoWhalI7wCKLc3FySkpLIyckhMTExkl0L0aCZRy6H0l98P2nth5H2ntcmbeajs66C0uW4h1eZHFt+vAMq5U2UJdXrNV9t2cQtX36G1hpX2Z8Gi1K4tOb+k0/lqv5BrgLUAa1L0Nm3lJXzLt8PAAVGc/d+hFh8y8x5AIrexf+CatGo5otCKkJl5j4Jha/iGcRZhQ3V/CeU0azWfWit0XmPQ+HruGe8lPdluItpNXsl5AqooumqyflbBnQK0QCYBW/7TywAnCsw81/w2qRzn6gwQLD8hKzdX64d7imRFezJy+XWLz/DZZqexALw/PzYj/NYsnd3aDtSCzr/ubIFyMB73QwN5mF09vTQZ1kY6QReqTUOQpyKquJvBEt7jpXl9nTufj7xoZASCwCKPy1LLMA7iTFBF6OzrkObhaH1IUQ1SHIhREOQ/0w12hxLLrR5FIrnEGh1TEoWoJ3bPVveXrUSl9Z+T7EWpXh1+e/VDDg8tC6Bwjfwf+J3gXMDlC4NoQ8XFL0TpNERKFlQ6z7AXZVUpc6G2KmgKtySsvVBJb+Aip0c0vsD6IKXCTjrRedA8ech9yNEMJJcCNEQ6OxqNKpwP790Fe46CkGU/Ob5cdHunZgBrgC4tOaX3TurEUcYObdUGF/ijwVKap9c4NpTjZLhVnTJktr3UUYZSRiJf0I1/xWV9i0qfSFG6nuo6FEhv7fWDnCuI+AVGCzoksUh9yVEMDKgU4h6ps2j4DoCllSUkRKmd63uvAZV4aeKP2vaxudiUSa7ChIpNS1V2kRGJPqr+e8qVIWlir15ccTabLRK0CgVyd9rpI+haIokuRCinujSdei8v5ddbteAQkeNRCXcibJ1926sUkAfDfyGKuHYz7a+gA0oDfQCiBroeTS8bVuWH9jLpZ1Wc2335bSKdU+LzHLYmbW5Fy+sP5FhmWFYtbQmrB1BJbkv5/vlctewqC1LKzBagHkgQCMnKpQ+yhwtKuTpRQv5cN0aHC73mIgeaencOngo4zp1Cem9lbKjrb3Llpv3fztMRQ3x85wQ4VOj2yIPPfQQSimvr5YtZWqTEDWlS1agj1wIJT9x7DK2hpIf0UcuRJeu8n5Bwl3B3zTuWIEnZSRDzET8/xe3gP1Ur1kWF/fsw8MDfuLBAQtpGXOs3kIzu4PpPZfxn+FfcuUJfauze2GjVFTZfgRgZIKt9jMglLKg4q7C/yd6i3sgZtTwWvcBkF1cxKR33+bdNas8iQXA+sOHufHzT5i1cnlI7w9ly637TSwMUM0g5qyQ+xEimBqPuejVqxf79u3zfK1atSr4i4QQHlprdO6fcF9VqDwt0QWUoHPu85oBYcROAttI/29qG4QRf6XXJpVwL9jKp46W/1cvO4FaO6OS/uLVvmX0JqZ0WuNuXek8ayg4peVuTkgKYWxDbbn2EfBSvs4CSkLrI3YaRJ9b9qDibA4FRgqq2QsoFdoQtf9b/Cu7c3O8ZuIAlA+hfXTBDxwpDHEmR/RZEFde86TifhjuVV5TXkKpqqvBChFuNb4tYrVa5WqFEKFwrgbnxgANTPcMCOdasPXybDVSX8IsfA/ynj52i0QlQfztGHGXVnkXZcRCyqtQ/DW6qEIRrZhJEDMBpexe7XXhbLxrI1RmoIveQsUGuZIQRtrMAsfXBBykqPOh+BuImVDrfpQyIOlJiJmALnwbnJtBJaJiJkDMJJQRWk2eUpeLd9asrJJYVOQ0NR+tX8s1Awb6bROMUgqVcBfaPgpd+FZZEa0YVPQ4iLkQZUmr9XsLURM1Ti42bdpEq1atsNvtDB48mCeeeIKOHf1XlXM4HDgcxyrf5eYGG/ktRCNXYfpn0HYVkgsAI3Yy1GDKolI2iBmPihlfjf624D+xAHfSs73afYeFaw/+L/OXs4Jre8hdKaXAfgrKfkrI71VZVnERBaWBxr+AxVBsy84KS38qaiAqqvZJihChqlFyMXjwYF5//XW6du3KgQMHeOyxxxg2bBhr1qwhNTXV52tmzpzJww8/HJZghTieaa3d1TBLf8M9WHIIqlJyALjLQFeHUc124WIk4X/VzjJ+Yte6GIq/Bddud6nr6HGhF4QC70GqfpnV/53Wk1hbVLDfLFpDQlRUWPpzmSY/7tzBusMHibbaOL1DR9omJYflvYWojpDKfxcUFNCpUydmzJjBnXfe6bONrysXmZmZUv5bNCrauctdotq5lmPjG0ywDUAl/wNlaXGsrS5GHxwWeJ0JlYhqvrDKrYu6pAs/QOfeG6CFAXHXYSR4/1/XRR+jcx8u2x8L7isNFoi7DhV/a0hjFbTW6CNno0s34m+2pkZhpM9DWTJq3U8kXPnxB/y0c0fAWyMfXzyVPs1b+H2+Opbt28stX37Gvvw8LEp5apec2aUrT40+g1ibLaT3F01XxMp/x8XF0adPHzZt2uS3jd1uJzEx0etLiMZEmznoo5e6x0kA7pNr2aX80hXoo1O9Si4rFY2Knx7wPVX8TRFNLACIGQ+WtlQtT417m4pHxV7itVUXf43OuatCouTC/fncCQX/Qef/K6SQlFLsLDoJpdyf7CvTGg46Mo77xALglpOGAr6HphpKMap9h5ATi81HjzD1o/c4UOA+HuUVVzUwd/Mmbvr8k9BLpQtRDSElFw6Hg3Xr1pGRcfz/xxaizhS9V1Yjwdd4BRe4drjXfKgo9ipU/C24T+QG7juU7u8q/jaIvbLKO9U1paJRKbPAWl5jw4LnzqnRApXyhteqmu5Fsv5GwJkcBS+hzUA1KoIrKfoOU+PzyoVSkGbby6G8bSH1EQkDMlrx/IRzSYhyJ41Ww8BStlOjO3Tin2fUfkBqueeWLqbU5fJZadXUmgU7t/P7/n0h9yNEMDUac/HHP/6Rs88+m7Zt23Lw4EEee+wxcnNzmTZtWl3FJ8RxTxfNIfDddIUu+hgVe9GxLUpB/C0QcwkUf442D6KM5hA9vspKpZGkLC0h9UMo/Q3t+Bl30aX+EHUySlW6ouHcUI2BlCVQ/B3UcobJ3qy1dE4MfDJUCrbse5v0hPtq1Ucknd6hE79ccz1zN29i09EjxNpsjO3YhS5+xqzVhMs0+Wzj+oC3XSzK4JMN6xiQ0Srk/oQIpEbJxe7du5kyZQqHDx8mPT2dIUOG8Msvv9CuXbu6ik+I45+ZHaSBBtN3dU1lSYW4y4+rgsxKuSt3Bp1tUK0rEkY110XxraDkcNA2Lm2ggx6D40e01cZ53XuG/X2LnU5KzcAzazSarOLisPctRGU1Si5mz55dV3EI0XBZ2oJ5GP9TJi1gbR/BgI4xtWb+jm28t2Y1e/JySY+NY2KPXozt1Bmr4fuuqHYdgqL30I4FgAtsA1GxU7yqeQJgaV2dCMCSWbUP8ygUvo92zANKwNa/rA/vae0pcR1x5Sksyv+ncasysdoa7wecwtJS5qxfyxebNpJf4qBrahqX9ulHv5bet6NjbTaS7NHkOPwnDwpom5RUxxELIWuLCBEyFXsxOidQ5UoXKuaiAM/XDYfTyU1ffMIP27dhUQqX1hhK8f32rfRvmcGr504iwV6pkJbjF3TW9YCDY4NSV6MLX4Gkv6BizvO0VdY26KghULIE3+NNFKhksHtXFtUlv6OzrgZdgOd2UukadOHrkPgQKnaKp21qfBuW7epJ76S1WA1f4wigyGmjd+ZlNf31NAg7c7K55MN32ZuX55nKuubQQd5ft4ZrBwzknuGneBY9U0oxpXdfXlq2xO+tEVNrJvfsHbkdEE2WLLkuRKiiz4SoYfj+76TAPrrKCTYSnvz5R+Zt3w7gOdmUD/RbeWA/933/tVd77TpUllgU430VxgWY6Jx70KVrvF6jEv4Eyk7VGSZlJ7ykR9zrg5T3Yeais64BXYj3OBX3LBOd+1CVpc3TWzxEoTMKp+l988jU7rLk60tuIiaq8c1CM7Xmqo8/5EC+e+ZH+W+r/Fi+tGwp76/zPh7XnTiQNolJnoGild180hCpdyEiQpILIUKklA3V7AWIuwpUXIUnEiHuJnedixDXpaipXIeDt1et8KxbUZlLa77YtJE9eRUq5ha9h/uKhb9bEApd8Jr3Fls3VMp7EDUEr1kj1h6oZi+7y05XVPRh2bRV/4tr6YJXvLZkpvQjL34Wa3K6YVYIbWdBGisdf2ZQp8DTehuqBTu2szU7y+9VCAW8sHSx19TS5OgY3p88hXO79fC67ZURn8Bjo0Zz++BhdR22EIDcFhEiLJSyoxJmoONvAecmQIG1a+RrVZRZvn+f18qbvmjg1927mNjDXUXUPcYi0IBAF5T8WGWrsnVBpbyCdu13LzJmNEP5GWOiHQuDRO6CkqptMlP6kZnyCYfytnE0fzMxUSm079gfw8+4kcZg4a4dWA0Dp59BmhrYmp3F4cJC0uOOJbWpsbH8beyZ3H/KqWzPzsZusdAtLR3DXxUyIeqAJBdChJFSMWCL7LLkvrh0sPU43LxPXIGTEQC0/zZFrhT25tloHhdHot+/LOVFtmrXR7O4dhiWFsRF2Rp0YuEyTXIcxURbbX4rZgaaUlqRv+QjOTqGE1rG1CiuotJSCktLSYqO9jvgV4jqkORCiEaod/MWGBVKP/vTv2WFegdRg9yraPpNMiwQdWKVresPHeLOb75k/eFDnm0Z8Qn8eeQoxnXq4tVWRQ1Al/xMoNsiRPWvsjWrqIj/LP2Vd9asIr+kBEMpRnfoxM0nDaF3iFUtI6mgpIQXly1h1soVZBUXAXBy23ZMHzSEk1q38Wo7oGUGry5fFvD9WsTF0bzCVYvaWnFgP/9e/AvfbduCxr3GyZTefblx4GCSomWJdlFzkpoK0Qilx8YxoUs3vwP7LEoxuHUbr+JNKuZiAl9VcKFiL/fasurAfibMfsMrsQDYl5/HjZ9/wturV3q/RcyFuAd/+rtEb6JivYvyHSks5Px33uTV5cvILylxt9Ka77ZtYdK7b7Fw144AMR8/CkpKmPLBO/x7ya+exALg5107mfLBO3y2cb1X+7GdupAWG+v3doYCrjhhAJYQrzDM376Nye+9zQ/bt3qOfl5JCS///hsT332L7AqxClFdklwI0Ug9fOrpdE5JReF9KlcoMuITeGbcWV7tlbUtKulJ3H8WKs7+cP+s4m9D2Yd6vea6z+YEvDry5x++9bpsryzNUcl/99sHcdeC/XSv93hy4QL25OVWuU3g0hqX1tw+9wtKg4wvOR48/9ti1h4+VOX3Vb5fd33zFbkVFnmMslh4acJ5xFhtXkliebIxplNnru4f2rLqDqeT27/6Apdp+vz97szJ5m+Lgo2TEaIqSS6EaKSSoqP54MJL+PPIUXRJTSUxyk775GbcNWwEn065jJbxVZczVzHnolI/gOhzwEgtq1NxKqrZa1UWW1t/6BAHCgoCxuDSmpeWeU8tVdHjUKkfQ8wkMNJAJUHUcFSz/2Ik3OWp2wCQ6yjm4w3rAtZtOFJUyHfbtlbzt1I/nKbJm6tW+E3ENFDicjJn/Vqv7f1aZjB36jSu7n8iLePjSbTb6d8yg2fGncW/zzw75HERX23ZRI6j2O/1KpfWfLB2DQVlV4yEqC4ZcyFEIxZrszGt3wCm9RtQ7dcoWy9U8pNB2y3avbNa77fcx0JZytYVlfRY0NfuzMkJWtLaahhsOnqYM+gSsF19yioqIjtI2W2LYbDx6JEq21snJHLPiJHcMyL8tVI2HjkScEYKgMPlZG9eXljWPxFNhyQXQohaSbBXb6BfrC0qeCM/YqzB/0SZWhNj9T3joqa01izdt4dtWVnER0Vxctv2VaqYVpZdXMSPO3dQVFpKt7R0+jZv4XX1BcBejf2A6u1vOMXYrNVagj3GJqcKUTPyL0YIUSvndO3GPd99FXRGytX9q84wqa6OzVJol5TMzpxsv5fuTa0Z3bFTrfso99u+Pcz45iu2ZWd5tkVbrVw3YBC3Dh5aZWBlqcvFkwsX8MbK5V5XV7qnpfH02LPokZbu2ZZotzO4dRuW7N3j9/flNE3Gduoc8n7UxJiOnXk6wJgKBXRJTaN1QuOrgCrqloy5EELUSpTVykmt2gRskxIdE9JUUaUUtw0e5jexMJTirC5daZ/crNZ9AKw9dJCpH77Hjpxsr+3FTif/XLyIpxYuqPKa+77/hleWL6ty22bTkSNc9P5stldIUgCmDxri9yqBRSkGZrRiYEZ1FoMLn66paYzu0MnvjBQN3HrS0CpXYoQIRpILIUStaK2DTlMscpaGPBjwvO49uHfEKRhKYSiFVSksZeXUR7XvwF9HnxHS+wM8vegnnKbp96rCf3//jX15eZ7H6w8f4oN1a3wmPS6tKSot5bmlv3ptH9G2HX8dcwY2w4ICLMrAWrYf/Vpk8MKE8+rlJP7MuLMYkeleVdZquGMylMKiFA+OHMVZXbpGPCbR8MltESFErWzJOsr6I4cDtilyOvlm6xbO694jpL6uHTCIs7t254N1a9mVk02i3c74rt3p16JlSO8L7jET87ZvC1Y3lE83rue6EwcBMGfDOs9Ks764tGbO+nU8NmoMNsuxKbcTe/RiVPuOfLBuDZuPHiHWZuOMzl0Z1Kp1vV0diIuK4pVzJ7LiwH4+27iB/BIH7ZObMalHL6+y4kLUhCQXQohaOVxYGLSNoRSHCwNPV62ulvEJTB80OCzvVdHRoqKgiYWl0n4cqca+l5omBaUlJFu8S3A3i4nhmgGh1acIN6UUJ7TM4ISWGfUdimgkJLloQrR2gmMeungu6AKwdkTFTPa7yFRjcqSwkPfXreb3/fuwKIOT27bjnG49/K7rUBs5xcW8v24NS/fuQQFD2mRyfveefmcbaK1Ztn8vH65by6GCAtLj4pjUoxf9W2bU6z3uQwX5PP7jfBbv2Y2Jpldac/50ykg6NvOeitgiPj7oe5lak+GjnkZRaSmfbdrAgh3bKHWZ9GnRkgt79SY9NnyflB1OJ19u3sj327ZS4nLRIz2di3r1qVLfo7wKZqCBqS5Te72uRVzwfY+2WomPqp+F64Sob0pXZx5SGOXm5pKUlEROTg6JiTICOVK06wg660pwrsddDdHl+a7i70DF31i/Adah77Zu4eYvP6XEZVJe3lrjHmz46nmTwrI2xU87d3DD5x9TVFpatkUBmgS7nZfPOZ8TKw3UK3G5uPPrL/hi00bP5fXy7+O7dOPvY8/0upweKR+tX8sfv/7S5yf5W08ayu1DvJfsnvjuW6w8sN/viTkhKopfr7mB6ApTRTceOcxlH73PocICDKXQWqPK7vE/M+4szurSLeT92JadxWUfvcfevDxP4mAohQJmnj6WC3r29mo//YtP+HrLZr+3OayGwc9XXU9abKzn/U9//X9++7coxZTefXlk1OiQ90WI40VNzt8yoLMJ0Fqjs28sWwocji1M5f6u859BF31WL7HVtY1HDnPjF59Q4nKh0WiOrZ6R7Sjmso/eJ9cRuLhRMDtzsrn2048oKi31vH95X/klJVwx50MOVapk+Zef5vPlpo3AsfLP5d+/2LSBp36uurR5XduRncUf/CQWAP9cvIjvt23x2vbAyadiKRto6cv9p4zySiwKSkqY+tF7HC1y31Ywtfv3ZGqN0zS5de7nrDp4IKT9cDidXP7R+xzIz/f0Uf7dpTV3f/sVi/fs9nrNH4aOIMZm87sWy22Dh3kSC4AOyc246gTfU2wtSpEcHcONA8N/C0eIhkKSi6ag9HcoXY7/1S4VuuD5ahXTaWheW/G7O7ny8ZypNbmOYj5Yt9bHs9U3a+VynKbpt48iZynvrFnl2ZZTXMxbq1f6PYnrsvesuM5EJDz247ygbZ5c6J309M9oxVuTLqRraprX9pbx8Twz7iwmV7pC8MnG9RwuLPR5hUDjvt7zv99/q2Hk3r7assnnWiTlDKWqlCTv2CyF9yZPoV+lMQcp0TE8NPI0bhp4UpX3ue/kkfxx6AgSKt36GNImkw8unEJGQtXbQUI0FTLmognQjh84divEZwtwbgTzAFhCH31/PPl6yya/Jxlwn9C+2bqZK0+ofnnsyr4KcDkd3AnGV1s2cfNJQwBYtHsXJUEW2nK4XPy6exdjIlhUqfKneV82Hz1aZduJGa35fMplrD98iN25uTSLiaF/ywyfq3V+t21L2Q0j31xa8+3WzTWM3Nv327cGnckxb/s2z62Sct1S03h/8hS2HD3Ctuws4qPsnJjRyu/tKUMpbho0mKv7n8iSvXtwOJ10TkmlXXJySPEL0RhIctEU6FL8L3FdsV3jW5yo1BV4XQpwX0YPpHxMgN8+zOArcjoqJBPVaQ8ETUDCzWkGv3Ll+xqQe7ZBj/Tm9EhvHvD17ttTgQVbSyTo8XCZBNsVl9ZVkotynVJS6ZRS/XU07FYrI9q2CxpXZTVtL0RDIslFE6BsvdAEPoGiEhvdVQuA3i1a8OvuXX4/xVqUqnIpHGB/fh4v//4b769dTY7DQXpsLBf37suVJwwgOdp7amG/Fi05VLAlYB/9Wx773fYKcgIu17N59dqFS9ukJDYEqVuRXM31RPzp07wFi3btDHjLoqeP309haSmvrVjGW6tWsjcvl7ioKM7p1oNr+w+scqWgV3pzvtqyCX8XkxTuBCLUFUUB1hw8wEu/L+WrzZspcTnplJLK5X1P4KJefXxe8ShxuXh79QreWLGcbdlZ2K1WzuzclWsGDPQqFy5EQydjLpqC6HGgmuH/cBsQOwWlar/A1PFqWt/+QW9ZXNq7r9e2rVlHmfDWG7y6fBk5ZeMeDhUW8u8lv3Le7DerDM68LEgfLq25tM8Jnscdm6UwpHWm38GDFqUY1iaTDiGWtK6pPwwdEbTN1L79QupjSu++Aa9cmFozrV9/r215DgcXvv82Ty9ayJ68XM9A2XdWr2T826+z4sB+r/aTe/X2+7std0WlPmrju61bOP/dt/h84wYcLica2HL0CH+e9x3Xf/YxpZWuPDmcTq765EMemf8D27Kz0LjLi3+yYR3nzZ7F/O3bQo5JiOOFJBdNgFJRqOR/4L5QVfHTlHJ/2fqh4m+qn+Dq2OiOnbisj/uEWPESePnJ588jR1W5BH7HV1+Q4yiukjCYWrMnL5c/z/vWa/uwzLZcX1a50Vcffxw6gr6VKkk+NWYcqTGxVU6CFqVIi43lyTGhl7SuqdEdOwVcOKtbahq3Dx7m9/nqaJOYxOOjRpeVvz627+W/t0k9enFO1+5er/nbop9Yf/hwlemuLq0pdjqZ/sUnuCrcSkmPjeOvY87wlLAuV/7TuE5duKhXn5D2I9fh4Na5n+EyTa9/J+U/zd+xjddW/O71mv/+/huLdu3ymrFUvh9O0+TmLz+j0DOVWYiGTZKLJkLZh6DS5kD0eUDZpW1LG1TC3aiU11EqJsCrGy6lFA+dejr/OGM8fZq38JzUhme2443zL2BaP++BnKsPHmDVwQMBBwN+s3UL+/PzvLbPGHYy/znrHAa0bOU5qQ1u3Yb/nTORm3xUlWyTmMSnl1zGNQMG0izafTyaRcdw7YBBfDrl8npbhfL58ecyY9jJnpgAYm02rujXn8+nXIYRhlsJF/Xuy9uTLuLU9h2wGgYK6JGWzt/GnMGTo8d5jUMoKCnhvbWr/dbRMLVmb14eC3Zu99p+TrcevHfBxYzt1BlbWR9dU9OYedoY/nXmBJ+DTWtizvq1FDudAWf8vLpimWcGlqk1r69Y5nfMigYKSkv4dMO6kOIS4nghYy6aEGXtjEqeCcxEaxOlmkZuqZTi7K7dObtrd88fe38D6VZXo8aCqTXrDx/2qtiolOKMzl04o3OXoH2US4+N4+7hp3D38FP8Di6sDzcMPIkbBp6EWXY1IBwJRWUntW7DSa3beKYJ+9v37dlZFAcZcGtVBqsPHmBU+45e2/tntOLfGecE7aM2Vh86gEUpnAFuh+3NyyOvxEGiPZojRYUcClIy3GoYrDp0kIvCFqUQ9UeSiyaqqSQWlQU74Ve3KmZUgHa1mQFwvCQWFdVFUlFRQUkJy/bvpdRl0iu9uc9y4tU5Hiba7/EoKi3lt317KXG56JaWFrYrQjbDAkrhd9RoxXZAlBH6vyshGhJJLoSoYERmu6DrTMRHRdFfFniqtVKXi7//spDXV/xOUdlVCUMpxnTszKOjRntVwuzULIWM+AT2VboNVZGpNadWumrhMk3+tfgXXv59KQVl4xgUMKp9Rx47bXSV9UVq6rT2HXl79Uq/zxtKMTCjNTFla9ckRUfTt0VLVh884PffltM0GdW+Q0hxCXG8aJofX4Xwo0V8PBO79wx4JeHKEwZ4ThqiZrTW3Pn1l7z42xJPYgHuBOHbrZu58P23vcqxWwyDG31Ux/Q8rxSntG1Pt0oVQu//4Vv+uXiRJ7EA97iG+Tu2Mendt6u1qmkgp7bvQKdmKX5npZhac0OluG8aeJLfxMKiFN1S0xie2S6kuIQ4XkhyIUQlj4w6nZPbuv/Il588LGW3kS7o0YtbTxpab7E1dEv27uHzTRt8Dmt0ac3OnBzeWLnCa/ulffpxXdlsnGPHw/29T4uW/OOM8V7t1x466FVuvXIfBwvyeTnEEuMWw+DVcyfRJjEJOHZby1K2ONpDI0/j1EpXIcZ26sJ9I0Z6zZQp/94uOZn/nTPxuLw9JkRtyKqoQvigtebXPbv5aP1ajhQWkpGQwOSevatMKRU1M+PbuXy0bm3AuiCtEhL46crrqmzfeOQw76xZxc6cbBLt0Uzo2o2R7TpUOSE/Mv973li5PGAfydHRLLtueu13pEyJy8XXWzbx9ZbNFDuddE1N4+LefTxJhy87c7KZvXoVm44eJsZm44xOXRnTsVO9rIIrRE3U5PwtYy6E8EEpxZA2mQxpk1nfoTQqe/PyAp70gSpFysp1TU3jgVNGBe1jX35+wDEzANnFxZS6XCGf0KMsFiZ07c6ESrU5AmmblMyM4SeH1K8QxztJLoQIE4fTyZebN7F03x4UMLRNJmM6dg54AluwYxv/t/hXjhYVkhoby80nDeHktu3DGteunBw+XL+G/fn5pMbEcl73HnSuwdoZ4ZQeGxdwUTGgSnn1mkqNjcVQBi7tf42SOFtUWMp/CyF8k+RCiDBYcWA/13zyIUeKijwnrTdXraBlXDyvnDepyoDDEqeTc9+ZxYYjRzzbtmZnMW3OB3RPTeOTKZeFfPLTWvPUzz/y4m9LMJRCKYXWmv8s/ZXJPXvz+GljIn6Cndi9Jx8HKBRlUYoLe/X2+3x1+3hr1Qq/z1uUYnLPXrJomBB1SFJ3IUK0Pz+Pyz56j6xi9ywHp2niLCtAdaiwgEs/eJfs4iKv11w2532vxKKi9UcOc9lH74Uc10vLlvLCb0vQHCsxXX7F4P21q3ly4YKQ+6ip4W3bMTyzrc+BixalSI2JrVI1tab6t8xgTMfOKB8rAVuUItFu55oBA0PqQwgRmCQXQoTozVUrKCwt9Xmf36U1WcVFvLd2tWfboYJ8luzdE/A9f92zm8MhTJd0OJ38Z+mvfp/XwOsrfq+S9NQ1QylenHAe53XrUSXB6Ncig3cnX+xV56I2lFL884zxTOndp8qVmZ7pzXn3gotpVU/l1YVoKuS2iBAh+mLTxoADCDXw+aaNXDvAPZ2y8oJW/ry+8nfuHDK8VjEt27eX3LIVXf0pNU0W7NjOOd161KqP2oqx2fjb2DO5a9jJ/LxrJyWmi74tWoZ1yXG71cpjp43h9iHD+WnnDhwuJ73Sm9O7eYuw9SGE8E+SCyFCVJ2VLAtLSzw/55WUBGh5TIGjeu189ues3uqaRUHW7ahLLeLjOb9HzzrtIy3WPYBVCBFZklwIEaLuaWkcLizwOwPCohQ905p7Hg9unckbK5cHfd/BbdpU2bZi/z5eWbGMn3buAA1DMzOZ1m8AA1u19mrXpZqzQbrW06wRIUTjJmMuhAjR1L4nBJxa6dKaS/v28zw+q0tXooPUV4ixWhnbqYvXtrdWrWDiu2/x+cYNHC0q4mhxEXM3b+LC92fzv0oVJ9smJTM8s63f8tSGUnRJSeUEWSNFCFEHJLkQIkTN7NFB2yTbvWs3dK00NbWyylNXNxw5zAM/fOuZ+VGu/OfHfpzHiv37vF7z2KgxJNmjqyQYFqWItlp5euyZMh1TCFEnJLkQIkSvr1oe8D+SAcxatdzzeHduDqsOHgj4nisO7GdPXq7n8Rsrlwdcd8KiFK9XutXSLjmZj6dM5cJefbBb3HdArYbB2V2788nFU2VwoxCizsiYCyFCtGTPHvzXggQT+GX3Ls/j5fv3+Vy4qyKNe3xF67Ipk7/u3hX01sviPbuqbG+dkMjjp43hwZGnkeMoJjHKjt0q/+2FEHVL/soIEcDPu3ayKyebrqlp9M9o5bNNdVayrFhvwVDVu2BYsV11KmkGet8oi4X02Lhq9QvuBbk2HjmMS2u6pKQSW40l5vfn57EvL4/kmBg6JDerdl9CiMYnpORi5syZ3Hfffdx22208++yzYQpJiPr3yu+/8bdFP3lN1Uy023ls1Ogqi1Sd2r4Ds1evDDhbZGS7Y8tvD2rdOuj6GlbDYFCFGSAj23dg05HDfq+QGGVxhMplmjz/2xL+9/tST8XRGKuNi3v34Y9DRxDjI8nYeOQwT/w4nx93bvdckemV3pwZw08O+zopQoiGodZjLpYsWcKLL75I3759wxmPEPXu30t+4dEf51WpAZHrcHDr3M/5aP1ar+2X9+3v970UYDEMLu1zbLZIemwc53Xv6feKh6EUE7v3JLVCpcpLevcNeCvFBC7tHdr/Ra01M76Zy9OLfvIkFgBFzlJeW/E70+Z8gKPS72TDkcNMfPctFu7a4RXf2kMHuWLOB3y9ZVNIMQkhGqZaJRf5+flceumlvPTSSzRrJpc/ReNR4nTyzC8/B2zzwPffej3ukprKs+PGY1HKa2aGoRQ2i4Xnxp9D60TvctMPn3q658pE+WvKv5/Uqg0PjjzNq/2mI0eCjtPYcNT3WiXV9eue3XzkZ1ExU2uW7ttTJbF6dP73OJzOKldhyh/d9903lLpcIcUlhGh4apVcTJ8+nfHjxzN69OhwxyNEvXp5+W8BS3mDu/rl99u2eG0b37UbP0y7mmsHDOKEFhn0b5nB9EGD+eHyqxnVvmOV94i12Zh1/mReGH8uo9p3pHd6c0a178gL48/ljfMvqHL74e3VK/3WrAB3IhNoJdDqmL0mcB8K9zoq5Xbn5vBzgIGmGjhaXMQP27eGFJcQouGp8ZiL2bNns2zZMpYsWVKt9g6HA0eFNQ5yc3MDtBaifm04fLha7VYeOMBpHTp5bWuTmMSM4SdXuy+LYTCmU2fGdOoctO227KyAYzRMrdmRk13tvn32kRW4Dw3sysnxPN5djf/LhlLsrPAaIUTTUKPkYteuXdx22218/fXXREcHLxwE7kGfDz/8cK2CE02D0zT5YdtWVh7cj82wMLJ9B/q1aFkvsaTGVG9Fzhbx8VW2mVqzcOcOlu5zr3g6tE1bBrduE5ZCVc2iY9hOVsBbI8nRMQGeDS4lJgZDqYBXbpIq/L9PstuDvqepNcnV/FshhGg8lNZBrgFXMGfOHM4//3wsFUoXu1wulFIYhoHD4fB6DnxfucjMzCQnJ4fERFn2uKlbvn8fN37+MQcKCrAaBlprXFozsFVr/nPWOSEvv11ThwryGfzyCwHbGEqx9sZbiapQL2LL0SNc99nHbMvOKtsPcGmTbqlpvDjhPDKTkkKKa9bK5Tw47zu/yYUC7h0xkmsGDKx1H3PWr+XOr7/0+7yhFDcPGsLtQ4YB7gGgp7/xP3ZkZ/uNK8pi4derb/BKSoQQDVNubi5JSUnVOn/XaMzF6aefzqpVq1i+fLnna+DAgVx66aUsX768SmIBYLfbSUxM9PoSAmBHdjZTP3qPQ4WFgPsKRvll+d/37WXanPdxmoHKU4Vfelw8I4NMn7y4Vx+vxOJoUSEXf/AuO8tuS7j3wx335qNHmPLhO+RXcyVUf8Z07BSwnoZSijEdO/l9vjrO7NyVLimpPsddWJSiWXSM1xopSilmDDsl4NWU608cJImFEE1QjZKLhIQEevfu7fUVFxdHamoqvXv3rqsYRSP18u9LcTidPi/Du7Rm3eFDfFdp4GRE4jrnfIa1aevzuXO79eCx08Z4bXt79Uqyiot8jldwac2+vDw+XLcmpJi+3Lwp8HgIrfli88aQ+rBbrbw58ULPCqtGhdkvHZql8M4FF1UpxHVG5y48PeZM4mxRAFiVgcJdp2P6oMHcNnhYSDEJIRomqdAp6s0nG9cHPGEaSvH5xg2Mq7Q6aF0zDINZEyezIzuLfy1exMGCQjITk7hj6HCft2k+Xr8u6AyTTzas5/J+/uthBPPJxvUo8HuVQJf1cePAwbXuAyAtNpa3J13E2kMH+XnXTpymyYCMVgxq1drv2JHze/TkjM5d+HrrZnbn5pISE8O4Tp1Jqeb4FSFE4xNycjFv3rwwhCGaooIgtwpMrcmpMF4n0tolN+NvY88K2i63JHCMGshxFAdsE0xOcXHQOheh9lFRz/Tm9ExvXu32MTYb53brEbb+hRANm1y5EPWmbVIy27P9z4CwKEXHeirS5nA6+XjDOj5Yt4bDhYW0Tkjgol59Gde5S5V1Pjo2S+FwYaHfqxcWpeickhJSPJ1TUtiZkx2wxHjHZqH1IYQQ4SJLrot6U7Ekti8urbmoV58IRXNMVlER573zJvd89zVL9+5lW3YWP+/exS1zP2PanPcpdpZ6tb+0d7+At0VcWnNJ78D7GsyU3v2Crooa7PcphBCRIsmFqDeX9unHCS0zqsyCKH90/YmD6J6WHvG47vpmLpvLSmnrsusq5cnDr3t288SP873an9G5C6M7dMLfXI7zuvVgRNt2IcU0sl17zqm0YFo5BYzp2JmxHYMX4xJCiEiQ5ELUG7vVyqzzJ3NN/xOJj4rybG+dmMgTp41hxrDqV7sMl+3ZWXy/favfqwSm1ry7djW5FcY3WAyDf591NrcPGUazCoWs0mPjuGf4Kfx1zBkhF9JSSvH02DO5e/jJpFcYVJoSE8MdQ4bz77POxlKNZdmFECISalREKxxqUoRDNB0Op5OdOTnYLAZtk5ID1nSoS++uWcU9330dtN1r507i5Hbtq2wvdbnYmZONUoq2SclVxmeEg9M02ZmTjdaatknJ2HzUlxFCiHCryflbBnSK44LdaqVLamp9hxF0RkawdjaLhU4pdbsfVsOQwZtCiOOaXEcVooLyZdADsRkGfZq3iEA0QgjRMElyIUQFHZul0Ld54EXTTu/QiWYxoS0SJoQQjZkkF0JUoLXmaHFhwDZHiwI/L4QQTZ0kF0JUsHjPbnbn5gZus3cPO7KzIxOQEEI0QJJcCFHB1uysarY7WseRCCFEwyWzRYSoINZmq1a78lVAK1t76CBL9+4BYGibtsfFDBghhIg0SS6EqODUdh2Islgocbn8tkmNiaV/ywyvbXvzcrn1y89Ztn+vp1KnBoZltuXZceN9rqYqhBCNldwWEaKCpOhoru5/YsA2tw4e6lW4Ktfh4OL332HFgX2AO6kor4Px6+5dXPLBO1XWIxFCiMZMkgshKrlzyHAu73sCCjCUwmoYGEphUYo/DB3O1EoLhL27ZhV78nJ9lgx3ac3mrKN8smF9hKIXQoj6J7dFhKjEYhg8dOrpXDNgIB9vWM+RokJaxSdwbrcepMfFVWn/4fq1Ad9Pofhw3VourIcVXoUQoj5IciGEH20Sk5g+aHDQdkeLCgOWDddoDkttDCFEEyLJhQhoa9ZRZq9eyeqDB7FbrYzu2Ilzu/XwWsW0qctMTOJwYaFnWfbKLErRLimpynZTaxbu3MEH69awPz+flvHxTOrRi+Ft29Xbwm1CCBEOklwIv15bsYxH5v+AoRQurVHA/B3b+Oevi5h1/mSZZllmSu++/LZvr9/nXVpzca++XtuKnaXc+PknzN+xHUvZ79eiFJ9sXM+p7Trw3PhzsFvlv6cQomGSAZ3Cpx93bOfh+T+gwTNQsfxz+dGiQi6f8z4Op7Pe4jueTOjanUGtWvu82mAoxantOnBah45e2x9dMI8fd+4Ajv1+y78v2Lmdx3+cV6cxCyFEXZLkQvj0wrIlfi/Nu7TmQEE+X27eGOGojk9RFguvnjuJqX36Ya8wRTXGauPq/ify3PhzsBjH/qsdLSrkvbWr/d5GMbXmnTWryCoqqvPYhRCiLsh1V1GFyzRZtGtnwEGKFqWYv2M753XvGbG4jmcxNhsPnXo6fxg6gnWHDwHQu3kLnxU/f92zG6dpBny/UtNk8d7djOvUpU7iFUKIuiTJhajC1DpgYgHuWySuICfIpijBbuek1m0Ctqnu701+v0KIhkpui4gqbBYL3VLTCDRfQWtN3xYtIxZTY9KnefDfm6pmOyGEOB5JciF8uvKEAX6vXijAbrFyQc9ekQyp0WiXnMwpbdtj8TOmxaIUI9t1INPH9FUhhGgIJLkQPl3Qszfnl42nqDiw06IUFsPgX2dOIDk6pr7Ca/CeHD2OjPiEKoNmDaVonZDIX0aPrafIhBAidEprP0PW60hubi5JSUnk5OSQmJgYya5FDZla8/mmDby2/HfWHT5IlMXC2E6dufKEE+mell7f4TV4OcXFzFq1nNmrV3G4sID0uDgu6tWXqX36kRQdXd/hCSGEl5qcvyW5EEIIIURQNTl/y2yRJqaotJSfd++koKSEjs1S6JXeHBWk1PTmo0dYd/gQURYLQ9tkkmiXT9VCCCH8k+SiidBa8/xvi/nPkl8pKC31bO+Rls6To8fRu3mLKq/ZkZ3NjG/nsmTvHs+2KIuFaf3688ehI7BVKBglhBBClJMBnU3E3xb9xF9//skrsQDYcOQwF70/m41HDntt35+fxwXvvc2ySmtmlLhc/HfZUmZ8O7fOYxZCCNEwSXLRBOzPz+OF35b4fM7UmhKXi2d+Wei1/cVlS8kuLvKsd1GRBj7esJ5VBw/URbhCCCEaOEkumoBPNqwP+LxLa77ZuoVcRzHgvoXy/trVPhOLclZl8OG6NWGNUwghROMgyUUTcLCgwO8iZOVMrTlatlBWictFfklJwPYurTlYUBC2GIUQQjQeklw0Ac3j4vyuwFnOUIqUmFjAPWgzISoqYHuLUrSIiwtbjEIIIRoPSS6agHO79Qj4vEUpxnbsTKLdDoBSigt69vZbnhrAqU0m9pDy30IIIaqS5KIJaBEfz40DT/L5nKEUdquVO4YM99p+3YBBNIuJ8ZlgKOD8bj18Tl8VQgghJLloIu4cMpx7hp9S5XZHz7R03pl0EV1SU722t4iP5/3JUxjUynv58GirlWtPHMSTY86o85iFEEI0TFL+u4kpdpayaPcuT4XOnunNg75ma9ZR1h06hN1qYXDrTBLKbp8IIYRoOqT8t/Ar2mpjVPuONXpNx2YpdGyWUkcRCSGEaGzktogQQgghwkqSCyGEEEKElSQXQgghhAgrSS6EEEIIEVaSXAghhBAirGS2iAg7U2tWHTxArqOYdknJtE1Kru+QhBBCRFCNkovnnnuO5557ju3btwPQq1cv/vznP3PmmWfWRWyiAfp4wzr+9vNP7MnL9Wwb0jqTh049ja6pafUYmRBCiEip0W2RNm3a8Je//IWlS5eydOlSTjvtNM4991zWrJGltwW8tWoFd3z1hVdiAbBk724mvfs2m48eqafIhBBCRFLIFTpTUlL461//ytVXX12t9lKhs3HKczgY/PLzFDudPp+3KMWp7Tvw0tnnRzgyIYQQ4VCT83etB3S6XC5mz55NQUEBQ4cOre3biEbii80b/SYWAC6t+X7bVg4XFkYwKiGEEPWhxgM6V61axdChQykuLiY+Pp6PPvqInj17+m3vcDhwOByex7m5uX7bioZrb14uVsPAaZp+22jgQH4eabGxkQtMCCFExNX4ykW3bt1Yvnw5v/zyCzfeeCPTpk1j7dq1ftvPnDmTpKQkz1dmZmZIAYvjU0pMDK4AiUW5ZjExEYhGCCFEfQp5zMXo0aPp1KkTL7zwgs/nfV25yMzMlDEXjcyhggKG/e8FXH7+ORlK0b9lBu9NnhLhyIQQQoRDRMZclNNaeyUPldntdhITE72+ROOTHhfHNQMG+nxOlX2/a9jJkQtICCFEvanRmIv77ruPM888k8zMTPLy8pg9ezbz5s1j7ty5dRWfaEDuGnYyURYLL/y2hBKXC4V7nEV6bBxPjh7HSa3b1HeIQgghIqBGycWBAwe47LLL2LdvH0lJSfTt25e5c+cyZsyYuopPNCCGUtwxZDhX9z+R77dtJdfhoG1SMie3bYfFkErzQgjRVIQ85qKmpM6FEEII0fBEdMyFEEIIIURFklwIIYQQIqwkuRBCCCFEWElyIYQQQoiwkuRCCCGEEGElyYUQQgghwkqSCyGEEEKElSQXQgghhAgrSS6EEEIIEVaSXAghhBAirCS5EEIIIURYSXIhhBBCiLCS5EIIIYQQYSXJhRBCCCHCSpILIYQQQoSVJBdCCCGECCtJLoQQQggRVpJcCCGEECKsJLkQQgghRFhJciGEEEKIsJLkQgghhBBhJcmFEEIIIcJKkgshhBBChJUkF0IIIYQIK0kuhBBCCBFWklwIIYQQIqwkuRBCCCFEWElyIYQQQoiwkuRCCCGEEGElyYUQQgghwkqSCyGEEEKElSQXQgghhAgrSS6EEEIIEVaSXAghhBAirCS5EEIIIURYSXIhhBBCiLCS5EIIIYQQYSXJhRBCCCHCSpILIYQQQoSVJBdCCCGECCtJLoQQQggRVpJcCCGEECKsJLkQQgghRFhJciGEEEKIsJLkQgghhBBhJcmFEEIIIcKqRsnFzJkzGTRoEAkJCTRv3pzzzjuPDRs21FVsQgghhGiAapRczJ8/n+nTp/PLL7/wzTff4HQ6GTt2LAUFBXUVnxBCCCEaGKW11rV98aFDh2jevDnz58/nlFNOqdZrcnNzSUpKIicnh8TExNp2LYQQQogIqsn5O6QxFzk5OQCkpKSE8jZCCCGEaESstX2h1po777yTESNG0Lt3b7/tHA4HDofD8zg3N7e2XQohhBCiAah1cnHzzTezcuVKfvrpp4DtZs6cycMPP1zbbkQAOYdz+fq1+WxfsxN7jJ0R559E/9P7oJSqt5i01qz7dRPzZi8kP6eA1p0yGHvFqaS3Sa23mIQQQkRWrcZc3HLLLcyZM4cFCxbQoUOHgG19XbnIzMyUMRch+uaN+fz92udxOV0YhgIULqeLLid25PHP76NZ86SIx1SUX8Qjk59m6VcrsFgtgEZrd8JxzcxLufCucyMekxBCiPCoszEXWmtuvvlmPvzwQ77//vugiQWA3W4nMTHR60uEZvkPq3nqiv/DWeJEmxqX08TldAGwZcV27p8wkxDG6dbak9P+j2XfrgLA5XThcpqYLhNtal66exbfvfljxGMSQggReTVKLqZPn86sWbN46623SEhIYP/+/ezfv5+ioqK6ik/48NYTH2IYvg+d6TTZuHQLy39YHdGYdq7fw8KPFmO6TN8NFMx69L16SXqEEEJEVo2Si+eee46cnBxOPfVUMjIyPF/vvPNOXcUnKikqKOb371b5P4kDFquFhR8tjmBUsOiTpRiWAP+cNOzeuI89m/ZFLighhBD1okYDOuVTZ/0rLS6tVjtHUUkdR1Kpv0IHylDgCtIuwnEJIYSIPFlbpIGJbxZHcpDBmqbLpEPvthGKyK1Dn7a4SgNnFja7lZYdmkcoIiGEEPVFkosGxjAMzrlpnPsqgR/WKCtjpo2MYFQw9JyBJKUn+o3LsBiMnnoKcYmxEY1LCCFE5Ely0QBdeNc5dB/cpcqJ3LAYKKX448s3ktAsPqIxWW1W7nvrdixWS5WxF4bFIKNjC66eeWlEYxJCCFE/JLlogOwxdp765s9Me+gimrVMdm9UMOD0Pvzth4c47ZKT6yWuAaf34V+LnmD4eSd5Eoy4pFguuGMC//rlCZLSZBqyEEI0BSEtXFYbsnBZeJmmSWFuETa7FXuMvb7D8ShxlOIodBCbGIPFYqnvcIQQQoSoJufvWpf/FscHwzCIT46r7zC8aK3Zs2kfBdkFtOzQnLTWx0fp70O7j7D4y2VYrBZOnjTkuBn/sWfzPrL2Z5OS0YxWnVrWdzhCCBEySS5EWP344a/877432b2xrJ6FgkFn9OemZ66gTddW9RLT0f1Z3D32Ubav3uXZ9vQ1z9FvZC+emPsnoqJs9RLX6oXrefGPr7Pu102ebT2GdOH6v02j17Bu9RKTEEKEg9wWEWEz95UfePrq/6AUVPxXZVgMYhNj+NcvM2nTJSOiMeVn5zOl7Q0U5zt8Pt+iXTqvb/k/vxVP68qKeWu4e+yjaNPENI/9sgxDYVgMnvzmz/Q9pWdEYxJCiEDqbG0RIfwpyi/i37e+DHgnFuCuu1GYW8R/754V8bj+ceNLfhMLgAM7DvHRP7+IYETu20bPXP8CZqXEAsA0NS6XybPXvyBF64QQDZYkFyIs5r/3C8WF/k/ipsvk50+WkH0oJ4JRwcKPlwRtE+nkYu2ijezZtA9t+k4etKnZtWEv6xdvjmhcQggRLpJciLA4sP1g2TLr/mlTc3j30QhF5Fadcuk5h3IjEMkxB7YfrFa7/duq104IIY43MqDzOLJ15Q4WzllMcYGD9r0yOfmCIUTH+p9emns0j//d9xabl28nOsbO2TeOZeSFw8IaU/ahHGZO/SfbV+/EarMy7spRXP7ghVXaJaTEB1xMrWK7SDIsRtC4ouMiO4W3ur+DxNTI/q6EECJcZEDncaAwr4gnLnmWXz9fhmExMAyFs9RFXFIsd79+C0PPHljlNa8/9A5vPPo+VDp6SWmJPLfsKdLbhD7989kbX+DzF76tst2wGvxz0eN0O7GzZ9vhvUe5pO0Nfi/1o6DHSV3456InQo6rJu4c+WdW/bguYJvzbz2Tm569KkIRQWlJKRe1uo68o/l+2ySlJTB7z4tYbZL/CyGODzKgswHRWvPI5KdZMnc54B6b4CxbAKwwt5CHJv2Vtb9s9HrN3Fe+541HqiYWADmHc7mu3x8wzeBXEQJ5/5lPfSYWAKbT5JbB91FScmyF07RWKbTt3tr/G2o4afyAkGKqjVv/c23AdViiom1c8diUCEYEtigbVz1+ScA2Vz1+iSQWQogGS5KLerZhyWZ++3qFz0v3WgMa3nz8A6/tL9/3VsD3zM8q4MuXvwsprlf//E7A57Wp+ccNL3ke799+kB3rdvttrxT8+P4vEZ8B0b5XJk98fh82e9VaFgkp8Tz/+1+JjY+JaEwAE64fw03PXom97LZXebl0e6yd6f+8irOuHR3xmIQQIlzko1E9m//uIixWCy6n7+XKTZfJ4i+WUVRQTExcNLlH88g+EHzGxWfPfcP4a8fUKqaSkhIcBf5nfpT76cNfuet/0wH48YNfUUr5TR60do8p2b/tIBkdW9QqrtoaOO4EPiuYxWcvfMOSL3/HYrUwZtqpDD93UETjqOz8W89i3JWjWDhnMUf3ZZOSkcyI808iph6SHSGECCdJLupZYW5h8EYaigscxMRFk3fE/336iooKimsdU1GAuhAVld++ASjKK8KwGLhM30lSuYLq7G8dMAyDc24cxzk3jquX/v2JTYhhzGUj6zsMIYQIK0ku6oDWmiVzl/PZC1+zffUuYhNjOPWi4Zx1zekkpiZ4tW3TtVXQ8RFxSbEkls0wSG+XVq0YMjpVvTqwZ8s+/n3rK6yYtwZXqYuElHjOvnEsUx+4wKtCZVJKQpXX+lJxNkObrhm4SgMnFharhRbt0qts/+K/3/L2zA85tOsohqHoPKADNzw9jZ5DfZfALsov4uvX5vPNG/PJOZRLq04tOOvaMYw4/yS/02G/e+tH3nj4XfZvP4RSig6923LtU1Ppf1qfau1rXShxlPLD2z8x95UfOLz7CGltUjnjylGMmjKCKB+3cYQQoqGQ2SJhZpomT1/zHF+/Og+L1cDldCcOylAkpibw9A8P0a5npqd99qEcLm5zvd8Ts2ExuOCOCVz71GWebbcMvZf1vwYusPTiyqfp0Lut5/GvXyzjgXP+4nM2R0bH5vxv/T+wWo/lmpd3vpl9Ww8E7OP+d+5g5GT31NeS4hImpl2FI0AhrZEXDuX+2Xd6bbvnjMf47esVPttf++RULrzrXK9th/cc4Q+nPsje8tj0semmA8edwMNzZlQ5MT8y+Wl+/OAXn31MfeACpj18UcD9rAv52QXMGP0Im5ZtRRkKbWrP926DOvHk1w8Ql3R8LUgnhGjaZLZIPfr4/+by9avzADyJBbgHQOYdzef+s/+Cy3UskUhOT2L6P9zTICvPajAsBq27ZDDlvole2x94505sUf4vOp0yeahXYlFSUsqD5z3ld5rovq0HeeSCp722TbpzQoC9dMd60pn9PY8tNkvAxAJgzc8bvB6/+cQHfhMLgJfunsWeTfu8tj128bPs33HIPVOmbHfKB8P+9s0KXr3/ba/2n/xnrt/EAmDWo++zcWnkK2E+e8MLbFmxHcBzXMq/b1q2jX/c+JK/lwohxHFPkoswMk2T95/5zP/zLpP92w6y+IvfvbaffcNYHv5oBp36tfdss8faOfuGsTz706NVllRv3jadl9c9S8e+7by2R0XbuHDGuTzwjvfVgdkzP/I7YLTcr58vw+l0eh5/N2tBwPZaa7578yfP4xf/+HrA9gCHdx8l52ie5/EHf/f/uyr33J2ven7e/Ps21ixcj+n0fRtJm5rPXvjGa7zJ2zM/CtrHC398I2ibcDq85wgL3v/Fb3Ev02Uy/71FHN4b2WqmQggRLjLmIoyO7M3i4I5DAdtYbBZWzl9bpTDWsHMHMezcQRzafQRHoYO0NqkBq3NmdGjBC8v/RvbhXDb/tpX4lHi6D+rss+3iL3/3ub0i02Wy4dfN9BreHZfTxbpfNgVsbxgGKxesYcL17hkpiz75LWgfAN+9MZ+Jt7mvigQqIlVuw5JjVxVWLljruXXgT1F+MdtW7vCM16jOCXrz8m1B24TTmp83BtwHcB+PdYs2cvKkIRGKSgghwqfJJhdF+UUc2ZtFXFIszVokh+U9wzF8paaVNQ1DgaEIUCeq6jKldUD7qugV/k4iLvdIHrlH8mjWIil8YyBktVMhRCPX5JKLI/uyePWB2Xz35gJKHe7bAL1HdGfawxdxwqjeIb13WusUmrdN4+DOw37buEpd9DmlR0j9ABzYcZA/n/cUW1fs8GyLirFx/q3juWbmpV5tTzqzPxuWbAn4fobFoMugToB7VkePwV1Yv3iT3/OgaZr0Obmn5/GQCScy519fBo379ArTLhNS4oNeveg6sJPn574jewb9xB8dH02HCreL0lqlcHhP4KsXFW9Hldu0bCuvPDCbJXN/9wwaPXnSYK54dAptumQEfL9geg3vFvQKjGEx6DG0a0j9CCFEfWlSYy4O7z3KzSfdw9evz/MkFgBrf97AjDGPBBz4Vx2GYXD6pacEbBMdH83gEMtgH9x5iCu73eaVWACUFJXyzpNzeOziZ7y2X3zfRFSgKxtAn1N6EBV1bJbFGdecHvADtsViMHrqyZ7HN/x9WtC4UzKaeU1zPe+WM4K+5qZnrvT83Ll/B3oN64bF6vufrTIUZ18/hpi4aM+2KfeeH7SPG56+3Ovxqh/XcdvwP7kHm1YYNPrTh79y80n3sGPtrqDvGUha61ROuWCIpypnZYbFYOTkoaS1SgmpHyGEqC9NKrl4+d43yTqQXWVAoGlqtNb87er/4CiqXgEpfxZ9uiTg88X5xRwJ8kk6mMcufobSEqff5+e/+zPbVu/0PM45mBv0SnzW/mzv93hnYcD2LqfJ5uXbPY+L8ooCdwAYFu8MJzEl+FTkyvt5/zt30LxtOijcXxwrnT3g9D5V1gk556YzGH7eSX7f/5I/TaLrwGNjVUzT5K9X/htnqavKgEuX06Qov5h/3BT6TI7bn7/eMyC3fJZQ+fdO/dpz23PXhtyHEELUlyaTXBTkFDBv9kKv6aFeNBTmFrHg/dpfvcjPzmf76uCfal+cMavWfZSUlLLu18CDLd19HJsB8d97gve3c90esg/neh7//v3qoK95+Z43PT+/cv/soO0P7z7Kvm3Hamd88p+5qACXVCxWg89f/MZrW1rrVJ7//a9M/8dVdD2xEy3apdN3ZE/un30Hj39+n8/iUw99eBd3v34zrTq3xGK1YLVZ6dy/A099+2eufPRir7arFqxj39YDfm9ZmC6TVQvWsbvSFNmaik+O4x8LH+MPL99EzyFdadEunZ5Du/HH/93EswsfkxoXQogGrcmMuTi487BXuWpfLDYLezbW/qSxrRqJBcDujXtr3cehHYerNbBx35ZjJ/Fd66vX37aVO+h/Wh8K84uCjm0AOFBhbEl1kiqA9Ys3k9HBXT1075YDAQfBupymz99VbEIM5918JufdfGa1+gQYPXUko6cGL7Nd3WOzZ9O+kMdeREVHccaVozjjylEhvY8QQhxvmkxyEZMQfDEobWpiE32327/dXZ/CUVRCpxPac8KoXl4lswGS06tXcTQmPtrn9kO7j/DLZ79RXOCgfa82DBjTF4vFu5x1QoWS2wH7qDDuwF9/lZXPmomKrl7p6ejYKM/P/n5vlaVUmJkTHWenIMf/WiOGxSAuKbZa7xuM1pp1v2xk3S+bMCwGA8b0pV2PNlXaVeffCUBcNfdXCCGaoiaTXLRs35xOJ7RnS4VxApWZLpMREwd7bSsudPD3a5/jh9kLUSiUoTBdJhkdW/Cnt2+nW4XaEpndWhOXFBvwhAkw8fbxXo9LHKX8a/p/+erVH0Dj6SM9M5V7Z91Gn5OPzS5JTEkguXkS2QcDr4w6/vpjK6JOvGMCKxesDdg+NiGG9r3cZcmtVist2qVzIEjNjtGXH7sSMPmPZ/PLZ4FrXURF27xmyoy6eDhfvvyd31tVpsvklAuGBnzP6ti9aR+PXvg0W1fswDCUu7inqRk4rh/3zrrNa72Xk87sj9VuxenwP6alWYskegyRmRxCCOFPkxlzAdD1xI4Bn49vFkurTi09j7XWPHLB35j/7iLQ7sflg/wO7DjEH097qMpl9KkPXBCwj5SWyZw80bsw0lPT/sVXr/6ALhtYWt7H4T1HuXvco54y0eWueuKSIPsRx1nXnu55PPzcQaS2bhbwNZf8ybvE+AV3nh2wvWEoLrzrHM/jvqf0olXnlgFeAZNun+B1tWfSnWdjjbK5a3VUfn+rQbtemQwLcVn0rIM53HnKA57bNqapPbd8ln27ihmjH6a0pNTTPj45jr4jAk8VHjz+RL8LpAkhhGhiycW8d38O+Hx+VqHXOhNrft7AkrnLfZZpNl0mpY5SZj85x2v7BXeezcTbfa/LkZLRjOeX/9Vr29aVO5j/7iKfYxy0qXGVunjzsQ+8tp951Wl+k5iktARe+P2vVW7ZPP/730ht7Xtq47k3n8lFM86rFNd2VIB/HaapWf+L95oc/1n6JC07NPfZfuwVp1ZJitp0yeAvX91PYpr7dpLFZvFMM+06oCNPffMAVltoF9c++fdccg7n+T2GW1bsYOFHiz3bigqKWRtkwOyy71YFXclWCCGasiazKur6JZu5ZfC9QdsNPWcgj8y5G4B/Tv8vX7z0bcB1OWx2G58VzKpyMj+6P4v/3vMmO9buJiY+mvNvG89wH5/C/3vPLN7/+6f+Z7HgHnvwSe7r2GO8y4HnHs3j5XvfYsvybdhj7Ey4cSyjLhoecP8WfbqED575nKL8Ytr2aMO1T15KSkvvqxpaaybET6WkqMTv+1isFs646jRuf/66Ks8t/WYF7z71MQU5hbTu3JJr/nKpe/qoH6Ulpfz88VI2LtmMNcrKSWcNoOfQrgFnklTX1I43cWC7/9s7hsVg0Bkn8Nin7n8bC95fxKMX/j3o+/7j58fpKbdGhBBNSE3O301mzEWwNT/K5R4+trBW3tE8dJBPqKWOUkqKS6usA5LSshkzXr05eH9H8vEUbPDDdJkU5hZVSS4SUxK444Xrg/ZR0dCzBzH07MC3GkpLnAETC3DXg8itsAhZRQPH9GPgmH7VjskWZWPk5KGMnBz6+IrKglUANV0m2YeOTcF1H49qvO8R3/suhBCiCSUXvko8+5JRYcxFy/bN3YWNAkzLTEiJxx4T5ff5YFp2aB50TRJ7rJ2ElOrNEgkHW5SVpLQEcg77P4EahiKjve9bIMeTFu3T2b5qp98iYharQesKY0VatPd/hcX7fetn34/sy+LL/37H79+vQmtNv5G9OOva0TVek0YIIepSkxlz0bpLBqmtAg9qBLjq8WMVHsddOSro7Yrx144O6fL9mMtHBkwuLFaDcVecGvLYg5pQSjH+ujEB98vlNBl31WkRi6m2Jlw3NuDzLqfJmVcfG/w6YHQf0lqn+C2XblgMup7Y0TOzJpKWzP2dyztN542H32Xl/LWsWrCOt574kMs738zCOYuDv4EQQkRIk0kuAGa8dnPAOxCjp57i9QmwTddWXDTjXJ9tDYtBy/bpTK4wY6I20tukMu3hi3w+Z7EaNGuRzKX3Twqpj9ro1K9dwKQnOtZOy2p+yq9PZ1w1im6DOvtcx0MpGDVlBP1O7eXZZrFY3ONIlPKU4y5nWAwsNgu3/PuaOo+7sgM7DvHg+U9R6nBiVriSZrpMnKVOHr3w7yEVZxNCiHBqUsnFgNP7MnPu/SRVKnZlsVmYePsE7n79liqvuXrmpUz/x1WkZBy76mGxWhh18XCeXfg4iRUW4qqtS/80iTtevIH0zGOJjWExGH7eSfzrlyeqDLiMhE+f/6bKybWi4kKHe4rucS4qOoqnvv0z468b41UcLL5ZHJc9eCF3v3ZzlSs0g8efyF/m3l/lVlqv4d14ZsGjdD+pSyRC9/LZ81/jcpq+Ez7tXvL+43/PjXhcQgjhS5OZLVLZxqWbWffLJpq1TGbExMFVZntU5nK62Lx8O6XFJWR2b01SWvhjN02TLcu34yh00LprK5o1Twp7H9Xhcrk4M+rigIudGRaDURcP5543bo1cYCEqyC1k26qdWKwWOp3Q3uc6JJXtXL+H7IM5pGemesqW14fr+v2Bbat2BmyT0bEFr2/+vwhFJIRoaprkbJHiQgeuUiexibHVGgPRdWBnr9Uwg7FYLXQb2CmUEIMyDIMuAwIX+ooEdzGvIG20DjhF93gUlxhL7+Hda/Satt1b07Z76zqKqPqq87t2BVk7RwghIqXB3xZZ/OXv3Hnqnzk7firnNbuCyzpN58NnP8dZ6r98swjMarPSsW+7gLdF0NBjsNR5iJQ+I3p4Coz5YrEaXqXVhRCiPjXo5GLOv77kT+OfYM3CDZ5tB3Yc4vk/vMZDk/7W4D5ZH08m3j7e78qoSimiYmyMmRZ8lVERHudMPwOXjyqj5VxOk3OmnxHBiIQQwr8Gm1zs23aA/9zxCoB3aeeyNUB+/fw35v7v+3qKruEbO+1Uxl5xKoDXTAuL1T1j4oF3/0BCs8jV3mjqOvZtx/R/XAXgdQWj/Odrn5wqFUOFEMeNBjvm4ouXvkMphcbPp2sUc/7vS8ZfN8bn8yIwpRR/fPkmBp81gI//PZfNy7Zhs9sYMXEw5996Ju16Rr7OQ1N33s1n0rl/Bz76x+cs+3YlWkO/U3sx8bbxXtNphRCivjXY5GLbqh0+F6Mqp7Vm59rdaK3DskZFU6SU4pQLhoZl2XMRHr2Hd6/xoFQhhIi0BptcRMfZMQwj4OqUNrut3hILrTUblmxm1/q9RMdHc+KYvsQmxNRLLEIIIUQk1XjMxYIFCzj77LNp1aoVSinmzJlTB2EFN+ycQQETC4vVYMSkwRGM6JiNv23hun5/4JYh9/HUFf/HIxf8jQszruWNh9+TpbqFEEI0ejVOLgoKCujXrx//93/1W6xnxKQhtOzQHMPH9Dz3xQrFBXeeHfG4tq/ZxZ0jH2Tnuj1e2x2FDl5/+F1emjEr4jEJIYQQkVTj5OLMM8/kscceY+LEiXURT7VF2W389bsHPVUTLVYLFqtRNk0yigc/+COdT+gQ8bhee/AdSh2lfseDfPDMZxzcWb3l34UQQoiGqM7HXDgcDhwOh+dxbm5u2N67ZfvmvLzmGX79YhmLP19GaamTLgM6MuayU4hLigtbP9VVkFvIz3MWey0sVZkyFN+9+RNT7j0/gpEJIYQQkVPnycXMmTN5+OGH6+z9LVYLw84ZxLBzBtVZH9WVeyQvYGIBYBiKo/uzIhSREEIIEXl1XkTr3nvvJScnx/O1a9euuu6y3iSlJQYs0Qzugl9prVMDthFCCCEasjpPLux2O4mJiV5fjVVsQgwjJg0JmGBo4PSpJ0cuKCGEECLCGmz57+PVFQ9fhD3W7lUyu6JL7p1IWquUCEclhBBCRE6Nk4v8/HyWL1/O8uXLAdi2bRvLly9n586d4Y6tQWrTtRXP/vQY3U7yXs49PjmO6/56OdMeuaieIhNCCCEiQ2mtA49ArGTevHmMGjWqyvZp06bx6quvBn19bm4uSUlJ5OTkNOpbJAA71u5i5/q9xCZE0+eUnkTZbfUdkhBCCFErNTl/1zi5CFVTSi6EEEKIxqIm528ZcyGEEEKIsJLkQgghhBBhJcmFEEIIIcJKkgshhBBChJUkF0IIIYQIK0kuhBBCCBFWklwIIYQQIqwkuRBCCCFEWElyIYQQQoiwska6w/KCoLm5uZHuWgghhBC1VH7erk5h74gnF3l5eQBkZmZGumshhBBChCgvL4+kpKSAbSK+tohpmuzdu5eEhASUUpHsOmS5ublkZmaya9euJrcuSlPd96a63yD73hT3vanuN8i+V2fftdbk5eXRqlUrDCPwqIqIX7kwDIM2bdpEutuwSkxMbHL/+Mo11X1vqvsNsu9Ncd+b6n6D7HuwfQ92xaKcDOgUQgghRFhJciGEEEKIsJLkogbsdjsPPvggdru9vkOJuKa67011v0H2vSnue1Pdb5B9D/e+R3xApxBCCCEaN7lyIYQQQoiwkuRCCCGEEGElyYUQQgghwkqSCyGEEEKElSQXfsycOROlFLfffrvfNvPmzUMpVeVr/fr1kQs0DB566KEq+9CyZcuAr5k/fz4nnngi0dHRdOzYkeeffz5C0YZPTfe7sRzvcnv27GHq1KmkpqYSGxvLCSecwG+//RbwNY3huEPN970xHPv27dv73Ifp06f7fU1jOd413ffGcLzLOZ1O7r//fjp06EBMTAwdO3bkkUcewTTNgK8L9dhHvEJnQ7BkyRJefPFF+vbtW632GzZs8Kpqlp6eXleh1ZlevXrx7bffeh5bLBa/bbdt28ZZZ53Ftddey6xZs1i4cCE33XQT6enpTJo0KRLhhk1N9rtcYzjeWVlZDB8+nFGjRvHll1/SvHlztmzZQnJyst/XNJbjXpt9L9eQj/2SJUtwuVyex6tXr2bMmDFMnjzZZ/vGcryh5vteriEf73JPPvkkzz//PK+99hq9evVi6dKlXHnllSQlJXHbbbf5fE1Yjr0WXvLy8nSXLl30N998o0eOHKlvu+02v21/+OEHDeisrKyIxVcXHnzwQd2vX79qt58xY4bu3r2717brr79eDxkyJMyR1a2a7ndjOd5aa3333XfrESNG1Og1jeW412bfG9OxL3fbbbfpTp06adM0fT7fWI63L8H2vTEd7/Hjx+urrrrKa9vEiRP11KlT/b4mHMdebotUMn36dMaPH8/o0aOr/Zr+/fuTkZHB6aefzg8//FCH0dWdTZs20apVKzp06MDFF1/M1q1b/bZdtGgRY8eO9do2btw4li5dSmlpaV2HGlY12e9yjeF4f/LJJwwcOJDJkyfTvHlz+vfvz0svvRTwNY3luNdm38s1hmMPUFJSwqxZs7jqqqv8LiDZWI53ZdXZ93KN4XiPGDGC7777jo0bNwKwYsUKfvrpJ8466yy/rwnHsZfkooLZs2ezbNkyZs6cWa32GRkZvPjii3zwwQd8+OGHdOvWjdNPP50FCxbUcaThNXjwYF5//XW++uorXnrpJfbv38+wYcM4cuSIz/b79++nRYsWXttatGiB0+nk8OHDkQg5LGq6343leANs3bqV5557ji5duvDVV19xww03cOutt/L666/7fU1jOe612ffGdOwB5syZQ3Z2NldccYXfNo3leFdWnX1vTMf77rvvZsqUKXTv3h2bzUb//v25/fbbmTJlit/XhOXY1+wCS+O1c+dO3bx5c718+XLPtmC3RXyZMGGCPvvss8McXWTl5+frFi1a6Kefftrn8126dNFPPPGE17affvpJA3rfvn2RCLFOBNtvXxrq8bbZbHro0KFe22655ZaAlz0by3Gvzb770lCPvdZajx07Vk+YMCFgm8ZyvCurzr770lCP99tvv63btGmj3377bb1y5Ur9+uuv65SUFP3qq6/6fU04jr1cuSjz22+/cfDgQU488USsVitWq5X58+fzz3/+E6vV6jUYKJAhQ4awadOmOo62bsXFxdGnTx+/+9GyZUv279/vte3gwYNYrVZSU1MjEWKdCLbfvjTU452RkUHPnj29tvXo0YOdO3f6fU1jOe612XdfGuqx37FjB99++y3XXHNNwHaN5XhXVN1996WhHu+77rqLe+65h4svvpg+ffpw2WWXcccddwS8Qh+OYy/JRZnTTz+dVatWsXz5cs/XwIEDufTSS1m+fHm1ZhEA/P7772RkZNRxtHXL4XCwbt06v/sxdOhQvvnmG69tX3/9NQMHDsRms0UixDoRbL99aajHe/jw4WzYsMFr28aNG2nXrp3f1zSW416bffeloR77V155hebNmzN+/PiA7RrL8a6ouvvuS0M93oWFhRiG96neYrEEnIoalmMf0vWWRq7ybZF77rlHX3bZZZ7HzzzzjP7oo4/0xo0b9erVq/U999yjAf3BBx/UQ7S194c//EHPmzdPb926Vf/yyy96woQJOiEhQW/fvl1rXXW/t27dqmNjY/Udd9yh165dq19++WVts9n0+++/X1+7UCs13e/Gcry11nrx4sXaarXqxx9/XG/atEm/+eabOjY2Vs+aNcvTprEe99rse2M59i6XS7dt21bffffdVZ5rrMe7XE32vbEcb621njZtmm7durX+7LPP9LZt2/SHH36o09LS9IwZMzxt6uLYS3IRQOXkYtq0aXrkyJGex08++aTu1KmTjo6O1s2aNdMjRozQn3/+eeQDDdFFF12kMzIytM1m061atdITJ07Ua9as8Txfeb+11nrevHm6f//+OioqSrdv314/99xzEY46dDXd78ZyvMt9+umnunfv3tput+vu3bvrF1980ev5xnrcta75vjeWY//VV19pQG/YsKHKc435eGtds31vLMdba61zc3P1bbfdptu2baujo6N1x44d9Z/+9CftcDg8beri2MuS60IIIYQIKxlzIYQQQoiwkuRCCCGEEGElyYUQQgghwkqSCyGEEEKElSQXQgghhAgrSS6EEEIIEVaSXAghhBAirCS5EEIIIURYSXIhhBBCiLCS5EIIIYQQYSXJhRBCCCHCSpILIYQQQoTV/wNtxYvXNtIjoQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.scatter(iris.sepal_length, iris.petal_length, c=iris.species.cat.codes, cmap=cm.viridis)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## No cmap argument\n",
    "Not all `matplotlib` plot types have a cmap argument. In these cases you have to call the `colormap` on the data to generate the colours and pass that to the `color` argument. For continuous values you will have to normalise the data.\n",
    "\n",
    "### Bar plot, map colour to value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "norm = Normalize()\n",
    "plt.bar(iris_mean.index, iris_mean, color=cm.viridis(norm(iris_mean)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar plot, map colour to category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(iris_mean.index, iris_mean, color=cm.tab10(iris_mean.index.codes))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ml",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.17"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
